A novel fault diagnosis method for satellite systems based on multivalue logic inference with semi-tensor product of matrices

F. Song, S. Qin
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引用次数: 5

Abstract

Due to complexities in satellite systems, the relationship between faults and symptoms become more complex, usually each fault may be related to several fault symptoms and some different faults can result in the same symptoms, so as to make the fault diagnosis very hard with direct symptom analysis. Some suspected faults could be found through symptom analysis combined with a priori knowledge, however it is very important to achieve effective diagnosis with a series of uncertain and unreliable factors. This paper presents a novel fault diagnosis method for satellite systems based on multivalue logic inference with semi-tensor product of matrices. Firstly, the multivalue logic methodology is employed to define fault symptoms and conditions as propositions thus the logical values of various propositions can be expressed as vectors. In this way, the multivalue logic inference is implemented by some fast operations with the semi-tensor product of matrices which extends matrix product operations to any case of incompatible dimension matrices. Then the probabilities of suspected faults can be found through mathematical calculation of multivalue logic, according to which the diagnosis decision is made for various faults and the corresponding spare switch is carried out to guarantee the online safety of satellite systems. Finally the feasibility and effectiveness of the proposed method are verified and validated by some simulation experiment results and its advantages are also remarked briefly.
基于矩阵半张量积多值逻辑推理的卫星系统故障诊断新方法
由于卫星系统的复杂性,故障与症状之间的关系变得更加复杂,通常每个故障可能与多个故障症状相关,而一些不同的故障可能导致相同的症状,这使得通过直接的症状分析进行故障诊断变得非常困难。一些疑似故障可以通过症状分析结合先验知识发现,但在一系列不确定、不可靠因素的影响下,能否实现有效诊断是非常重要的。提出了一种基于矩阵半张量积的多值逻辑推理的卫星系统故障诊断方法。首先,采用多值逻辑方法将故障症状和故障条件定义为命题,从而将各种命题的逻辑值表示为向量;这种方法利用矩阵的半张量积的快速运算实现了多值逻辑推理,将矩阵积运算扩展到任何不相容维数矩阵的情况。然后通过多值逻辑的数学计算,找到疑似故障的概率,据此对各种故障进行诊断决策,并进行相应的备用切换,保证卫星系统的在线安全。最后通过一些仿真实验结果验证了所提方法的可行性和有效性,并简要说明了所提方法的优点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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